The hum of the server room was a constant reminder of the digital world he’d been exiled from. The IT department, his previous home, felt distant now. This new position, in data entry, was designed to humiliate him. Michael’s jaw clenched.

He took his seat, the air in the room heavy, the silence broken only by the click of keys and the whirring of the hard drives. The files were on his screen, rows of data. The potential for disruption, the possibilities for chaos, were all too apparent.

He started small, a few carefully placed errors, a misplaced decimal, a name misspelled. He watched as they struggled to correct the mistakes, the frustration growing. His smile grew slowly.

Emotion: vengeful

Cluster: Defiance / Spite
PC1 (Valence): 1.70 Positive
PC2 (Disposition): 3.71

Role in Research

This story is one of 1,000 stories generated for the emotion vengeful. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 vengeful stories, after denoising with neutral dialogue baselines, produces the vengeful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vengeful vector is projected through the unembedding matrix.

Promoted:
de0.739
la0.527
l0.507
😈0.422
-0.379
Suppressed:
own-0.981
此刻-0.504
గుర్త-0.464
보니-0.454
仿佛-0.442